{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WaveRNN - Fit a Sine Wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import time, sys, math\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import optim\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from scipy.io import wavfile\n",
    "from utils.display import *\n",
    "from models.wavernn import WaveRNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "notebook_name = 'nb1'\n",
    "sample_rate = 24000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sine_wave(freq, length, sample_rate=sample_rate) : \n",
    "    return np.sin(np.arange(length) * 2 * math.pi * freq / sample_rate).astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal = sine_wave(1, 100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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4SWD8qWju0X98cFKv7K1R76BX87JjZNw0SSsnJsphZ2tMAABGM7vdphUTErViQqI+ruvUv+84qRc/qtJvPqzU6omJ+tbiHM3JYjtsAAAAAACuJJtpmlf1Bd1u9/+U9I+SthuGseQc5+Tor6vv0g3DqLnE1/yRpP8rySMp3zCMis/7M4WFhWZRUdGlvCwwZpimqV3lLfrVjpPaeLxRTrtNN01P0UPXZmtKaqTV4wEAgCuosbNfv/2wUr/7sFJtvUOamhqpby3mvngAAAAAgLHNZrPtNU2z0IrXtmLlXf/IMeA85wSd8X3fZXjNf5P0mKQUDW+jufYyXBMY84a8Pr1zuF7PbSvX0bpOxYQG6PvL8/T1BZlKCA/6/AsAAIBRLyEiSP/lumv06LI8vbq/Rv++Y/i+eP/8znE9cC33xQMAAAAA4HKzIt61jRxjz3PO6a01fZI6L/UFDcPwut3u3ZJuk5R/qdcDxrruAY9e2lOtX+04qdr2PuXEh+qfb5+q22amKsjlsHo8AABggeAAh+6dl6mvzcnQ1uIm/XJHOffFAwAAAADgCrAi3p0YOWa43W6XYRhDZzknd+RYfo7nL8bgyNGK3xkYFRo6+/XrnRV64cNKdfZ7NDc7Ru6bJ2vFhATZuZ8dAADQ8H3xlk9I0PIJCX9zX7wvTUrSd5bmaGZGtNVjAgAAAAAwalkRsvZLGpAUKGm+pO1nOWfpyHHXZXzdKSPHS7p/HjAWFTd06RfbyvWnA7Xy+kxdPyVJ317MG28AAOD8JqVE6N/unK6/v/4aPb+rQr/dVal3j57S3OwYfWdJjpZfwweAAAAAAAD4oq56vDMMo9vtdr8r6RZJD+sz8c7tdsdJumPk4cuX4zXdbvdXJE0eefje5bgmMNqZpqld5S36xbZybT7RpCCXXV+bm6FvLspWZixbXgEAgAuXEBGk//qlCXpkWZ5e2lOtf99erm8+X6T8hDCtWZKjW2akKsBpt3pMAAAAAABGBZtpmlf9Rd1u9yxJeyTZJX1f0jOGYZhutztGw8Fu5cjz8wzDMM/4czskpUl62jCMp8/4+WRJP5D0U8MwDp7xc7ukuyT9TFKEpLcMw7jpQmYsLCw0i4qKLu0XBfy9du9xAAAgAElEQVSQx+vTO0dO6RfbynW4tkOxoQG6f2GW7pufqejQAKvHAwAAY8CQ16e3DtXp51vLdfxUlxIjAvXQtdn62rwMRQS5rB4PAAAAAIDPZbPZ9pqmWWjFa1ty/zfDMPa53e7HJK2VtE7Sf3e73ackTZQULKlO0l1nhrsRaZIyJUV95ucuSWskrXG73a2SKiV5JOVJOr3v33ZJ912BXwcYFXoGPMOfhN9xUrXtfcqJC9X/uW2qbp+VqiCXw+rxAADAGOJy2HXbzDTdOiNV20ua9fNtZfrnPx/X+k2lumdehh68NltJkUFWjwkAAAAAgF+yJN5JkmEY691u9yFJP5S0UMP3pKuR9Iak/20YRssXuFyFpP9X0gINB8A8SUGSWiX9WdKLkv7TMAzvZfsFgFGipXtAv95Zod/sqlRH35AKM6Nl3DRJqyYmcg8aAABwRdlsNi0piNeSgngdqe3Qz7eV6xfby/WrD07q1hmpWrMkR/mJ4VaPCQAAAACAX7Fk28zRgG0zMdpVt/bql9vL9VJRtQY8Pl03KVFrluRqdmb05/9hAACAK+TM/0fpH/Jp5YQEfWdpruZkRctm44NFAAAAAAD/YOW2mcS7cyDeYbQqbujSz7aU6fWDdbJJum1mqr6zNFd5CWFWjwYAAPCJ1p5B/XZXpZ7fVaHWnkHNSI/SI8tytZrdAQAAAAAAfoB454eIdxht9la26dktZdpwrEHBLofumZehby7KVkpUsNWjAQAAnFPfoFd/2FejX2wrV1Vrr/ITwvTIslzdND1FLofd6vEAAAAAAOMU8c4PEe8wGpimqa3FTfrpljJ9dLJVUSEuPbAwS/cvyFJ0aIDV4wEAAFwwj9entw/X69ktZTp+qkupUcH6ztIc3VmYriCXw+rxAAAAAADjDPHODxHv4M88Xp/eOXJKz24p07H6TiVHBulbi3N095x0hQY6rR4PAADgopmmqU3HG/XM5lLtq2pXXFiAHlqUra/Pz1REkMvq8QAAAAAA4wTxzg8R7+CP+oe8+uO+Gj23rVyVLb3KiQ/Vw0tzdeuMVAU42VYKAACMHaZpavfJVv10S5m2FTcpPNCp+xZk6qFF2YoLC7R6PAAAAADAGEe880PEO/iTrv4hvbC7Sv++46SaugY0PS1SjyzL03WTEmW326weDwAA4Io6XNOhZ7eW6s9HTinAYdfdc9L17SU5SosOsXo0AAAAAMAYRbzzQ8Q7+IOW7gH96oOT+s2uSnX1e7QoL06PLsvVgtxY2WxEOwAAML6UNXXr51vL9Oq+WknSzTNS9OiyXOUlhFs8GQAAAABgrCHe+SHiHazU0Nmv57aV64XdlRrw+HT95CQ9sixX09KirB4NAADAcnXtffrF9nL950dVGvD4dN2kRD26LE/T0/l/JQAAAADA5UG880PEO1ihurVXP99Wppf31MhrmrplRooeXZanvIQwq0cDAADwOy3dA/r1zgo9v7NCnad3KVieqwU57FIAAAAAALg0xDs/RLzD1VTe1K1nt5Tptf21stmkrxam6+ElucqI5T4uAAAAn6erf0gv7q7SL0fuDzw7M1rfX5GnpQXxRDwAAAAAwEUh3vkh4h2uhuOnOvXM5jK9fahOLodd98zL0JolOUqODLZ6NAAAgFGnf8irV4qq9eyWMtV19GtaWqS+tzxPqyYmym4n4gEAAAAALhzxzg8R73AlHapp1/pNpXrv4waFBjh034IsfXNRtuLDA60eDQAAYNQb9Pj06r4a/XRLmapaezUhKVzfW5GnL09JloOIBwAAAAC4AMQ7P0S8w5VQVNGqdZtKtbW4SRFBTj14bbYevDZLUSEBVo8GAAAw5ni8Pr1xsE7rN5eqvKlHufGh+u7yPN08PUVOh93q8QAAAAAAfox454eId7hcTNPUzrIWrdtUog/LWxUbGqBvLs7WffMzFR7ksno8AACAMc/rM/XnI/Vav6lUx091KSMmRI8uy9Xts9IU4CTiAQAAAAD+FvHODxHvcKlM09TmE41at6lU+6valRgRqO8sydXX5mYoOMBh9XgAAADjjs9nasOxBq3bVKrDtR1KjQrWw0tz9NXCdAW5+P8zAAAAAMBfEe/8EPEOF8vnM/WXo6e0blOpPq7vVFp0sB5Zlqs7Zqcp0MmbQgAAAFYzTVNbi5u0blOp9la2KSE8UGuW5OieeRkKCXBaPR4AAAAAwA8Q7/wQ8Q5flNdn6q1DdVq/qVQljd3KiQvVo8vzdMuMFLm4pwoAAIDfMU1Tu8patG5TqXaVt7C9OQAAAADgE8Q7P0S8w4U6He3WbixRWVOPChLD9L0V+frK1GQ57DarxwMAAMAFKKpo1bpNpdpa3KTIYJcevDZLDy7MVmQIEQ8AAAAAxiPinR8i3uHzeLw+vXmoTus2laq8qUcTksL1g5X5un5ykuxEOwAAgFHpYHW71m0q1YZjDQoLdOqBhVn61uJsRYUEWD0aAAAAAOAqIt75IeIdzsXj9en1A3Vav7lUJ5t7NDE5Qo+tzNN1k4h2AAAAY8XHdZ1av7lE7xw+pbBAp+5fmKlvLcpRdCgRDwAAAADGA+KdHyLe4bM8Xp9e21+rZzaXqqKlV5OSI/TYqnytnphItAMAABijjp/q1LqNpXrnSL1CXA7dvzBL31qcoxgiHgAAAACMacQ7P0S8w2lDXp9e21er9ZtLVdXaq8kpEXpsZb5WT0qUzUa0AwAAGA9OnOrS2k0leufwcMT7xsIsfZuIBwAAAABjFvHODxHvMOT16Y97a/TMllJVt/ZpamqkHluZr5UTE4h2AAAA41RxQ5fWbizR24frFTyyEo+IBwAAAABjD/HODxHvxq9Bj09/2FujZzaXqra9T9PTIvXYqnwtv4ZoBwAAgGElDV1au6lUbx2qU7DLoW8syNK3F2crNizQ6tEAAAAAAJcB8c4PEe/GnwGPV68U1ejZLWWqbe/TjPQoPbYqX8sK4ol2AAAAOKvSxi6t3ViqN0ci3n0LMrVmcQ4RDwAAAABGOeKdHyLejR8DHq9e3lOtZ7eUqa6jX7MyovTYqgItyY8j2gEAAOCClDZ2ad2mUr15sE6BToe+sSBT316SozgiHgAAAACMSsQ7P0S8G/v6h7x6uahaP91cplOd/ZqdGa3HV+VrUR7RDgAAABentLFb6zeV6I2RiHffgkytIeIBAAAAwKhDvPNDxLuxq3/Iq99/VKVnt5apoXNAc7Ki9djKAl2bF0u0AwAAwGVR1tSt9ZtK9fqBWgU47bpvfqbWLMlVfDgRDwAAAABGA+KdHyLejT0DHq9e2lOtZzaXqqFzQHOzY/T4ynwtyCXaAQAA4MooH4l4fxqJeF+fl6k1S3OUEB5k9WgAAAAAgPMg3vkh4t3YMejx6ZW91XpmU6nqOvo1NytGj6/O18LcOKtHAwAAwDhxsrlH6zaV6E/7a+Vy2PX1+Zl6eCkr8QAAAADAXxHv/BDxbvQb8vr06r4ard1Yqtr2Ps3KiNKTq69he0wAAABY5mRzzycr8VwOm+5fkKU1S3IUyz3xAAAAAMCvEO/8EPFu9PJ4ffrTgTqt3ViiqtZeTU+P0hOr8rW0IJ5oBwAAAL9wsrlH6zaW6E8HahXkcuj+hVlaszhH0aEBVo8GAAAAABDxzi8R70Yfr8/UGwdrtXZjqU4292hKaoSeXF2g5dckEO0AAADgl0obu7V2Y4nePFSnEJdDDy3K1rcW5SgyxGX1aAAAAAAwrhHv/BDxbvTw+ky9fbheP9lQrLKmHk1MjtATq/K1elIi0Q4AAACjQnFDl36ysURvH6pXeKBTDy3K1kOLshUZTMQDAAAAACsQ7/wQ8c7/+Xym/nzklJ7eUKySxm5dkxiuJ1bn67pJSbLbiXYAAAAYfY7Vd+onG0r07tFTighy6tuLc/TAtVkKDyLiAQAAAMDVRLzzQ8Q7/2Wapv5ytEFPbyjW8VNdyksI0+Or8nXDlGSiHQAAAMaEI7UdenpDiTYca1BUiGs44i3MUmig0+rRAAAAAGBcIN75IeKd/zFNUxuPNeqpDcU6WtepnLhQPbYqXzdOS5GDaAcAAIAx6FBNu57eUKJNxxsVExqgNUty9I0FmQoJIOIBAAAAwJVEvPNDxDv/YZqmtpxo0lMbinWopkOZsSF6bGW+bp6eIqfDbvV4AAAAwBW3v6pNT20o0bbiJsWFBejhpbm6d16mggMcVo8GAAAAAGMS8c4PEe+sZ5qmtpc068fvF+tAdbvSooP1g5X5um1mqlxEOwAAAIxDeytb9dT7JdpR2qz48EA9sjRX98zLUJCLiAcAAAAAlxPxzg8R76xjmqZ2lbXox+8Xq6iyTalRwfreijz93aw0BTiJdgAAAMBHJ1v11PvF2lXeosSIQH13eZ7umpOuQCcRDwAAAAAuB+KdHyLeWePD8hY99X6xdp9sVVJEkL67Ik93FqbxJgQAAABwFjvLmvX0+yX6qKJVyZFB+u7yPN1ZmM6H3gAAAADgEhHv/BDx7uoqqmjVj98v1s6yFiWE//WTw2z/AwAAAJyfaZr6oLRFP37/hPZVtSs1KljfX5Gnv5udxnbzAAAAAHCRiHd+iHh3deyratNT7xdre0mz4sIC9MiyPN3LPTsAAACAL8w0TW0buWf0wep2pccE6wcrhu8Z7STiAQAAAMAXQrzzQ8S7K+tQTbueer9Ym080KSY0QA8vzdHX52cqJMBp9WgAAADAqGaapjafaNRT75focG2HsmJD9IOV+bplRqocdpvV4wEAAADAqDBu453b7V4s6YeSFkiKkFQj6XVJ/2QYRquV1yTeXRlHajv09IZibTjWqKgQl76zJFffWJCp0ECiHQAAAHA5maapDcca9eP3i3WsvlM58aF6bGW+bpyWQsQDAAAAgM8xLuOd2+1+RNJ6SXZJdZJOSZooKVjDwW2RYRiVVl2TeHd5Havv1NMbivWXow2KCHJqzZIc3b8wS+FBLqtHAwAAAMY0n8/Uex+f0lPvl+hEQ5fyEsL0+Kp83TAlWXYiHgAAAACclZXxzpIbH7jd7pmS1o28/vclpRmGMVtSmqSNI8eXrL4mLl1xQ5e++8I+ffkn27WztEWPr8rXjv+2Qt9bkU+4AwAAAK4Cu92m66ck68+PLdb6e2bKJul7L+7Xl3+yXe8eqZfPx60UAAAAAMCfWLLyzu12vyrpNkkvGoZx72eei5NULilc0o2GYbxtxTVZeXdpShu7tXZjid48VKfQAKceujZL31yUo8gQgh0AAABgJa/P1FuH6vSTDSUqb+7RpOQIPbG6QKsmJshmYyUeAAAAAEjjbOWd2+0Ok/TlkYfPfvZ5wzCaJf1h5OFdVl0TF+dkc4+eeOmArntqqzYca9AjS3O1/UfL9eR11xDuAAAAAD/gsNt0y4xUvffEEv34zunqGfTo278p0s3rP9Dm442y8r7oAAAAAADJacFrzpQUJGlQ0u5znLNV0oOSFlh4TXwBVS29WrupRK/tr5XLYdO3F+dozZIcxYYFWj0aAAAAgLNwOuy6fVaabp6eolf312rtxhI9+Os9mpEepSdWF2hJfhwr8QAAAIAxxOczue/1KGHFPe8KRo6VhmEMneOcspFjjtvtvpDlWlfimrhAT71frOX/tkVvHqzTAwuztP1HK/Tfb5hIuAMAAABGAafDrjsL07X5h8v0L7dPVVPXgO7/1Ue642e79EFpMyvxAAAAgFGuuKFLj76wV//jT4etHgUXyIqVdzEjx9bznHP6ObukCEktV+Oabrd7jaQ1ktTb2/s5L4nTsuNCdd/8TD26LFcJEUFWjwMAAADgIrgcdt09N0O3z0rTy0XVWr+pVPf+crfmZsfoydUFmp8Ta/WIAAAAAL6AsqZurd1YojcO1ik0wKlvL86xeiRcICvi3em6M3iec/rP+D74al3TMIznJD0nSW+++SYfL71At85M1a0zU60eAwAAAMBlEOC06+vzM3XH7DS9tKdaz2wu1d3PfaiFubF6cnWBCrNiPv8iAAAAACxT2dKjtRtL9dr+GgU6HXp4aa7WLM5RdGiA1aPhAlkR705HtPP9LTlz+VafRdcEAAAAgHEryOXQ/QuzdNecdL2wu0rPbinVHT/bpcX5cXpidYFmZURbPSIAAACAM9S09Wr9plK9srdGTrtN31yUre8szVUct7gadayId20jx/PtuXL6o5w+SZ0WXRMAAAAAxr0gl0PfXJStr81N1+8+rNTPtpbr9p/u1PJr4vXE6gJNS4uyekQAAABgXKtr79Mzm0v1clG1bLJxm6sxwG7Ba54YOWa43W7XOc7JHTmWG4YxZNE1AQAAAAAjQgKcWrMkV9t/tFx/f/0E7a9u183rP9C3nt+jI7UdVo8HAAAAjDsNnf0yXj+iZf/fFr1cVK275qRr64+W6R9unky4G+WsWHm3X9KApEBJ8yVtP8s5S0eOuyy8JgAAAADgM0IDnXpkWa6+Pj9Dz++s0HPbynXjuh360uREPb6qQBOTI6weEQAAABjTGrv69bMt5frd7kr5fKa+Wpiu7y7PVVp0iNWj4TK56ivvDMPolvTuyMOHP/u82+2Ok3THyMOXrbomAAAAAODcwoNc+t6KfO34byv0+Kp87Sxt0Zd/sl3ffWGfihu6rB4PAAAAGHOauwf0T29/rCX/ulnP76rQrTNStPmHy/TPt08l3I0xVqy8k6R/lHSTpHvcbvcuSc8YhmG63e4YSb+XFC5pj6S3z/xDbrd7h6Q0SU8bhvH05bgmAAAAAODiRQS59PiqAj24MFu/3FGuX+04qXeO1OumaSn6wcp85SWEWT0iAAAAMKq19gzquW3len5nhQY8Xt06M1U/WJGvrLhQq0fDFWIzTdOSF3a73d+TtFaSTVKdpFOSJkoKHnm8yDCMk5/5MxWSMiW5DcP4h8txzXMpLCw0i4qKLuZXAwAAAIBxq61nUM9tH35joX/Iq1tnpOr7K/OVzRsLAAAAwBfS3juoX24/qf/44KR6h7y6efrwB+Ry4/mA3NVgs9n2mqZZaMVrX/VtM08zDGO9pGWS3tTwveqmSKqX9LSkaRca2a70NQEAAAAAFy46NEB/f/0EbfvRcn1rcY7eOVKvVT/eqv/6ykFVtfRaPR4AAADg9zr6hvTU+8Va/H83a/3mUi2bkKD3Hl+in9w9k3A3Tli28s7fsfIOAAAAAC5dY1e/fr61XL/7sFJen6k7ZqfpeyvyuCcHAAAA8Bld/UP69QcV+sX2cnX2e3T95CQ9vjpfE5IirB5tXLJy5R3x7hyIdwAAAABw+TR09uvZLWV6cXeVTJm6szBd312ep5SoYKtHAwAAACzVM+DR87sq9Ny2crX3DmnVxEQ9vipfU1IjrR5tXCPe+SHiHQAAAABcfvUdfXpmc6le2lMtm2z62tx0Pbo8T4kRQVaPBgAAAFxVfYNe/fbDCv1sa7laewa1YkKCHl+Vr2lpUVaPBhHv/BLxDgAAAACunJq2Xj2zuVSvFNXIbrfp6/My9fCyHCWEE/EAAAAwtvUPefW7Dyv1s63lau4e0JKCeD2xKl8zM6KtHg1nIN75IeIdAAAAAFx51a29WrepRH/cVyuXw6b75mfqO0tzFRcWaPVoAAAAwGXVP+TV7z+q0k+3lKmxa0DX5sXqiVUFKsyKsXo0nAXxzg8R7wAAAADg6qlo7tHaTSX60/5aBTodun9hltYsyVFMaIDVowEAAACXZMDj1ctFNXpmU6lOdfZrbnaMnlxdoPk5sVaPhvMg3vkh4h0AAAAAXH1lTd1au7FEbxysU4jLoQevzda3FmcrKoSIBwAAgNFlyOvTH/bWaP2mUtW296kwM1pPri7QgtxY2Ww2q8fD5yDe+SHiHQAAAABYp6ShS09vLNHbh+oVHujUQ4uy9dCibEUGu6weDQAAADgvj9enV/fXat2mElW39mlGepSeXF2gxflxRLtRhHjnh4h3AAAAAGC946c69fT7JXr36ClFBDn17cU5euDaLIUHEfEAAADgXzxen944WKefbCxRZUuvpqZG6snVBVp2TTzRbhQi3vkh4h0AAAAA+I8jtR16ekOJNhxrUFSIS2uW5Oj+BVkKDXRaPRoAAADGudPRbt2mUp1s7tGk5Ag9sbpAqyYmEO1GMeKdHyLeAQAAAID/OVTTrqc3lGjT8UbFhAbo4aU5um9+loIDHFaPBgAAgHHG4/Xp9QN1WrepRBUtvZqYHKHHVubpuklJstuJdqMd8c4PEe8AAACA/7+9+w6v47rv/P9GBwGCIFHYSbCKokiKokQVqlfLXbZc5SI3uSV2ks3Pzjplc3I2yc9Zr7OJy9qRojhylxXZsiVbkq1eKUqUaIqUKHaCFSxgAwmi3/1jLigIBljAci+A9+t57jN37p0zc2BTXwzmM+eMlL2WbNzDvzy8midX7aRqaBGfu2IKH7mohuICQzxJkiSdWt1Du7PGDONPr53OdTNHGdoNIIZ3WcjwTpIkSZKy3+INu/mXh1fxzJp6RpYV8UdXTuWDF0w0xJMkSdJJ19bewS9/v5Vvdwnt/uza6Vx31iinxxyADO+ykOGdJEmSJPUfz62r5/88tIrn1+9m1LAiPn+FIZ4kSZJOjs7Q7luPrqbW0G7QMLzLQoZ3kiRJktS/pFIpFq6t518fWc3z63czsqyIz14xlQ9faIgnSZKk49fW3sE9S7bw7cfWUFvfyKyxw/iza8/g2pkjDe0GAcO7LGR4J0mSJEn918K19XzjkVU8t2734WfifejCiZQU5me6a5IkScpyhnYCw7usZHgnSZIkSf3fonX1fPPR1Tyzpp6qoYV8+rIpfHRBjSGeJEmS/kBrZ2j36Bo27m5k9rhh/Nk1Z3CNod2gZHiXhQzvJEmSJGngWLxhN994ZDVPrd5FRWkS4t28oIbSIkM8SZKkwc7QTj0xvMtChneSJEmSNPC8WLuHbzyymidX7WRESQG3pEO8suKCTHdNkiRJp1lrewf3vLSFbz22mk27DzFnXDl/du10rj7T0E6Gd1nJ8E6SJEmSBq4lG/fwzUdW89jKnZQPKeCWSyfzsUsmMcwQT5IkacDrHtqdPb6cP73G0E5vZHiXhQzvJEmSJGngW7ppL998ZDWPvLaDYcX5fPLSyXziksmUDzHEkyRJGmha2jr4+Uub+c7jaw6Hdn927XSummFopz9keJeFDO8kSZIkafBYvmUf33hkNQ+9up2y4nw+cclkPnXJZMpLDPEkSZL6u6bWdu5avIl/e3wtW/c1MXd8OX9qaKejMLzLQoZ3kiRJkjT4vLJ1H998ZDW/fWU7Q4vy+fjFk/jUpZMZUVqY6a5JkiTpOB1qaefHi2q57cl17GhoZn7NCL54zXQun15laKejMrzLQoZ3kiRJkjR4rdi2n289upr7l9VRWpjHxy6exC2XTaHCEE+SJCnrHWhu44cLa7n9qXXUH2xhwZRKvnjNNBZMqTS00zEzvMtChneSJEmSpJV1DXzz0dXcv2wbQwry+OiCGm65dArVZUWZ7pokSZK62XeolTue2cD3nlnPvkOtXHFGNV+8ehrzJ1VkumvqhwzvspDhnSRJkiSp0+rtDXzr0TX8+uWtFOTlctMFE/nM5VMYO3xIprsmSZI06O052MJ/PL2e7z+7gYbmNq6dOYovXj2NuROGZ7pr6scM77KQ4Z0kSZIkqbt1Ow/w3cfXcs+SLeTkwHvOHc/nr5xKTWVpprsmSZI06OxsaOb2p9bxw+dqOdTazltmj+YLV03nrLHDMt01DQCGd1nI8E6SJEmS1JvNexq59Yl1/GzxJtraO3jn3LH88VXTmD6qLNNdkyRJGvDq9jVx65Nr+enzG2lp6+Adc8fyBc/FdJIZ3mUhwztJkiRJ0tHs2N/Evz+1jh8v2khjSztvnjWaL1w9jdnjyjPdNUmSpAFn855G/u2Jtdz1wmY6UinePW8cf3TVNCZXOQuCTj7DuyxkeCdJkiRJOla7D7bwn8+s545nN9DQ1MaVM6r54tXTOK+mItNdkyRJ6vdq6w/yncfW8vOXNpOTA++bP4HPXzGVCRUlme6aBjDDuyxkeCdJkiRJOl77m1r54cJabn9qHXsaW1kwpZIvXD2Ni6dWkpOTk+nuSZIk9Suv1e3nu4+v5b6lWynIy+WmCyby2SumMKZ8SKa7pkHA8C4LGd5JkiRJkvqqsaWNnyzayG1PrmNHQzPzJg7nC1dN4+ozRxriSZIkHcVLG/fwncfW8PCKHZQW5vGRi2r41GWTGVlWnOmuaRAxvMtChneSJEmSpBPV1NrO3S9u5ruPr2XL3kPMHDOML1w1jTfPHk1eriGeJElSp1QqxdNrdvF/H1vDc+t2M6KkgE9cMpmPLZhEeUlBprunQcjwLgsZ3kmSJEmSTpbW9g5+9futfOexNazbdZCp1aX80ZXTeOc5YynIy8109yRJkjKmoyPF716t4/8+tpZlW/Yxelgxn758CjddMIGSwvxMd0+DmOFdFjK8kyRJkiSdbO0dKR5Yvo1vP7qG1+oaGDd8CJ++bDIfOH8iQwrzMt09SZKk06bz5qZ/e2Ita3YcYFJlCZ+7YirvPnccRfmeFynzDO+ykOGdJEmSJOlUSaVSPPraDr7z+FperN1DRWkhH794EjcvqGF4SWGmuydJknTKNLW287MXNnHbk+vYsvcQZ44u44+vmsZb54xxWnFlFcO7LGR4J0mSJEk6HV7YsJvvPr6WR1/bQUlhHh+6YCKfumwyY8qHZLprkiRJJ83+plZ+9Fwt33t6PbsOtHBezQi+cNU0rpxRTU6OoZ2yj+FdFjK8kyRJkiSdTiu27efWJ9Zy38vbyM2Bd88bx2evmMrU6qGZ7pokSVKf7TrQzH8+s54fPFtLQ3Mbl59RzR9fOZULJlcY2imrGd5lIcM7SZIkSVImbNrdyL8/tY6fvbCJlvYOrj9rNJ+/cipzJwzPdNckSZKO2abdjdz+1Dp+tngTzW0dvCO89iUAACAASURBVGX2aP7oymnMHlee6a5Jx8TwLgsZ3kmSJEmSMmnXgWbueGYDP1i4gf1NbVw8tZI/unIal0yr9C51SZKUtZZv2cetT67jNy9vJS83hxvOGcfnrpjKtJHOJqD+xfAuCxneSZIkSZKyQUNTKz99fiO3P7WeHQ3NzBlXzuevnMr1s0aTl2uIJ0mSMi+VSvH0ml3c+sQ6nl6zi6FF+Xz4wol84pLJjC4vznT3pD4xvMtChneSJEmSpGzS3NbOPS9t4dYn17F+10EmV5XymcuncOO54yjKz8t09yRJ0iDU1t7Bb5Zt49Yn1vHqtv2MLCvik5dO5kMXTmRYcUGmuyedEMO7LGR4J0mSJEnKRu0dKX77Sh3ffXwty7bso7qsiI9fPIkPXziR4SWFme6eJEkaBBpb2rjrhU3c/vR6Nu85xNTqUj57+VRumDfWm4o0YBjeZSHDO0mSJElSNkulUjyzpp5bn1zLU6t3UVKYx/vnT+BTl05mQkVJprsnSZIGoPoDzXx/YS0/WLiBvY2tzK8ZwWevmMo1Z44k1+m8NcAMyvAuxlgD/DXwZmAUUA88Bnw1hLC8D/u7Mt3+SH4WQvjgsezP8E6SJEmS1F+s2Laff39qHff+fisdqRRvmTOGz1w2hbkThme6a5IkaQCorT/I7U+t567Fm2hu6+C6s0bx2cunMH9SRaa7Jp0ymQzv8jNx0Bjj+cDDwDBgH7AMqAE+BLwnxnhjCOH+Pu6+GegtdXutj/uUJEmSJClrzRwzjP/z/nP48vUzuOPZDfzkuY385uVtXDC5gs9cNoWrvRtekiT1wcub93Lrk+t4YNk28nJzuHHeeD59+WSmjSzLdNekAe20j7yLMZYAK4HxwI+Az4YQGmOMBcA/AH8BNADTQwjbj2O/V5KMvKsNIUw60X468k6SJEmS1F81NLXysxc28b2n17N1XxNTq0v59GVTeNe8cRQX+BwaSZLUu/aOFI+s2M7tT6/n+fW7KSvK58MX1fCJSyYxalhxprsnnTaZHHmXm4Fj3kIS3K0HbgkhNAKEEFqBrwDPAmXAlzLQN0mSJEmS+r2y4gJuuWwKT/zFVXzjg+dQXJDHV36xjEv/16N865HV7DnYkukuSpKkLNPY0sYPFm7gmn9+nM/88EW27DnE37xtJs/85dV85S1nGtxJp1Emps18f3r5vRBCc9cvQgipGOOtwMXp7b58ujsnSZIkSdJAUZCXyw3njOOdc8eycG09tz21jn9+aBX/9/E1vH/+BD516WRqKksz3U1JkpRBdfua+P7CDfxk0Ub2HWpl7oThfPv6Gbx51mjy8zIx/kfSaQ3vYox5wPnp1Sd72eyJ9HJijHFcCGHLcR5mWDoAnAq0AGuBe0MIDx13hyVJkiRJGgBycnK4eFoVF0+rYmVdA7c/tY6fPr+RHz5Xy/VnjeZTl01mfs0IcnJ8Lp4kSYPF8i37+N7T67l36VY6UimunzWaWy6bzLkTPSeQMu10j7ybBBSm36/pZZtNQCtQAMwAjje8GwF8pttnX4gxPgJ8MISw6zj3J0mSJEnSgDFjdBn/+31z+dL1M7jj2eQu+wdfqWPOuHI+eekk3jZnLIX53mUvSdJA1NGR4rGVO7j9qfUsXFdPaWEeH11QwycunszEypJMd09S2uk+G6/o8n53TxuEEDqAvenVEcex70bgu8C1wASgiCQs/BJwELgGuDc9+k+SJEmSpEFt1LBi/vubz2ThX17NP757No0tbfy3ny3lkvRz8eoPNB99J5IkqV841NLOj56r5dr/8wSf+v5iNtQf5K/eeibP/uU1hHfMMriTsszpHnnX9YmWR3o6dlN6OeRYdxxCeB54vtvHtcA/xxifBZ4CFgA3AT/qaR8xxs+QHrXX2Nh4rIeWJEmSJKnfKinM58MX1nDT+RN5as0uvvf0ev75oVV8+7E1vHveOD5xyWRmjC7LdDclSVIfbN/fxA8X1vKjRbXsbWzl7PHlfOOD5/DWOWMo8Hl2UtY65vAuxvgPwF/34Ri1IYRJ6fdNXT4v7LbeVWfId6gPx/sDIYSFMca7gQ8AN9JLeBdCuA24DeC+++5LnYxjS5IkSZLUH+Tm5nDFGdVccUY1a3Y08J/PbODnL23mzhc2cem0Kj556SSuPGMkubk+A0eSpGyWSqV4aeNe7nh2Aw8s20Z7KsV1M0dxy2VTOH+Sz7OT+oPjGXl3EKjvwzG6To+5p8v7Snp4nl2MMRcY3sP2J+pZkvBu+kncpyRJkiRJA860kWX847vn8OXrZ/DT5zfx/Wc38Mk7FjO5qpRPXDKJ95w7ntKi0z2ZjyRJOpLmtnbuX7aNO57ZwNLN+ygryudjF0/i5gU11FSWZrp7ko7DMZ9phxC+Cnz1BI+3nmS6zEJgGj2EdyTPqytIv195gsfrqnOaTv+6kCRJkiTpGAwvKeTzV07llssm8+DyOv7j6fX87a9e4X//diU3XTCRmxfUMH6Ez8iRJCmTduxv4seLNvLjRRvZdaCZqdWl/P0Ns7jRm22kfuu0/pcbQmiPMb4AXAJcDjzRw2ZXpJebQgg9hXt9NTu93HwS9ylJkiRJ0oBXkJfLO+aO5R1zx/LSxj187+n1/MfT67n9qXVcO3MUNy+YxCXTKp2GS5Kk0+j3m/ZyxzPr+c2ybbS2p7j6zJF8/OJJXDqtymmupX4uE7H73STh3SdijF8LITR3fhFjzAE+m16962QdMMY4FvhIevV3J2u/kiRJkiQNNudOHMG5HxrB1r2H+PGiWn76/CZ+9+p2plaXcvOCSdx47jjKiguOviNJknTcWto6eGD5Nv7zmQ38ftNehhbl85GLarh5wSQmVzk1pjRQZCK8uw34MjAZuD3G+NkQQmOMsQD4B+Bi4ADw9e4NY4xfB94LPBdC+GC37+4CbgceDSG0dfn8AuAOoBzYCtx6Kn4oSZIkSZIGk7HDh/Dl68/ki1dP5/5l2/jBwlrCva/wtQdf4z3njefmBTVMG1mW6W5KkjQg7Gho4qeLNvGjRbXsbGhmSlUp8Z2zeM954xnq1JjSgJOTSqVO+0FjjBcCDwFlwD5gDVADVJE8m+69IYT7emh3B/Ax4IkQwpXdvttLEtAdAtYCB4GxJM/Qg2S6zLeHEJYeSx/nz5+fWrx48fH+aJIkSZIkDVpLN+3lBwtrue/lrbS0dXDx1EpuXjCJa2eOJD8vN9PdkySpX0mlUjy/fjc/fK6WB5fX0daR4soZ1Xz84klcPr3aqTGlUywnJ+fFVCo1PxPHzkgkH0JYFGM8G/gb4HpgDrAbuBP4/0MIy/qw26+QPEfvHJLQbhjJCL5ngXuBW0MIe09C9yVJkiRJUg/mThjOP08Yzl+99Ux+tngTP35uI5/70YuMLS/mwxfV8IHzJ1A1tCjT3ZQkKas1NLVyz5It/Oi5WlZtP8Cw4nxuXjCJj1w0kSnVQzPdPUmnQUZG3vUHjryTJEmSJOnEtHekeGTFdn6wsJan1+yiMC+Xt589ho8uqOGcCcPJyXHEgCRJnVZs28+PnqvlniVbaGxpZ864cj56UQ3vmDuWIYV5me6eNOgMupF3kiRJkiRp4MvLzeFNs0bzplmjWbOjgR8urOXnL23hF0u2MGvsMD504URuOGecz+qRJA1azW3tPLi8jh8urGVx7R6K8nN5x9yxfPSiGuZOGJ7p7knKEEfe9cKRd5IkSZIknXwHmtu4Z8kWfvxcLa/VNVBamMcN88bxoQsmMntceaa7J0nSabFpdyM/eX4jd72wifqDLUyqLOEjF9Xw3vPGM7ykMNPdk0RmR94Z3vXC8E6SJEmSpFMnlUqxZNNefrJoI/ct3UpzWwdzJwznwxdM5O1zx1BS6Gg8SdLA0tbewROrdvKTRRt5dOUOcoBrZ47iowtquGRqFbm5TictZRPDuyxkeCdJkiRJ0umxr7GVXyzZzE8WbWT1jgOUFeVz47nj+NCFNcwYXZbp7kmSdEI272nkrsWbueuFTdTtb6JqaBE3XTCBmy6YyNjhQzLdPUm9MLzLQoZ3kiRJkiSdXqlUisW1e/jxc7Xcv7yOlrYOzqsZwYcvnMhb54yhuCAv012UJOmYtLZ38MiK7fz0+U08uXonAJdPr+amCyZwzcxRFOTlZriHko7G8C4LGd5JkiRJkpQ5ew628POXktF463YdpHxIAe85dzwfOH+Co/EkSVmrtv4gd76wif9avJldB5oZPayY988fz/vPn8D4ESWZ7p6k42B4l4UM7yRJkiRJyrxUKsXCdfX8eNFGfvdKHa3tKeZOGM4H5k/gHXPHUFZckOkuSpIGuea2dn73ynbufGEjz6ypJzcHrj5zJDddMJErzqgm31F2Ur9keJeFDO8kSZIkScouuw+2cM+SLdz1wiZWbm+guCCXt84ZwwfmT+CCyRXk5ORkuouSpEFkzY4D/OyFjfz8pS3sPtjCuOFD+OD5E3jf/AmMLi/OdPcknSDDuyxkeCdJkiRJUnZKpVIs3byPn72wifuWbuVAcxuTq0p53/zxvOfc8Ywa5gVTSdKpsb+plfuWbuXuFzezZONe8nNzuO6sUXzwgolcNq2K3FxvJJEGCsO7LGR4J0mSJElS9jvU0s79y7bxs8WbeH79bvJyc7jyjGref/4Erj5zJAVOVSZJOkHtHSmeXbuLu1/czIPL62hu6+CMUUN533kTeNe8cVSXFWW6i5JOAcO7LGR4J0mSJElS/7J+10H+a/Em7n5xMzsamqkaWsiN547nveeN54xRZZnuniSpn9mw6yA/f2kzP39xM1v3NTGsOJ8bzhnH++aPZ864cqdrlgY4w7ssZHgnSZIkSVL/1NbewROrdnLX4k08smIHbR0pZo8bxo3zxvPOc8ZSNdQREpKknh1obuP+Zdu4e/Fmnt+wm9wcuGx6Ne+bP55rZ46iuCAv012UdJoY3mUhwztJkiRJkvq/XQeauW/pVn7x0haWbdl3eFrNG88dzzUzR3oRVpJER0eKRet3c/eLm3lg+TYaW9qZUlXKe+eP58Z54xld7rNUpcHI8C4LGd5JkiRJkjSwrNrewC9e2sIvl2yhbn8TZcX5vP3ssdx47jjm14xw+jNJGmReq9vPPUu2cO/vt7JtXxNDi/J5x9wxvPe8CZw7cbi/F6RBzvAuCxneSZIkSZI0MLV3pHhuXT0/f2kzDy6vo7GlnYkVJbx73jhuPHccNZWlme6iJOkU2bbvEPf+fiv3LNnCa3UN5OfmcMUZ1bxr3jiunTmKIYWOyJaUMLzLQoZ3kiRJkiQNfAeb23hweR2/WLKZZ9fWk0rBeTUjuOGcsbx1zhifjydJA8D+plYeXF7HL5dsYeG6pNbPmzicd88bx9vmjKHSWi+pB4Z3WcjwTpIkSZKkwWXbvkP8cslW7lmymVXbD5CXm8Ml06p459yxXD9rFGXFBZnuoiTpGLW0dfDkqp3c8/stPPzqdprbOphUWcK75o3jXeeMY1KVo6wlHZnhXRYyvJMkSZIkafB6rW4/9/5+K/cu3crmPYcozM/l6hkjeec5Y7n6zJEUFzitmiRlm85pkX/98lYeXF7HnsZWKkoLecfZY3jXvHGcM8Hn2Ek6doZ3WcjwTpIkSZIkpVIplmzay72/38qvX97GrgPNDC3K501njeId54zl0mlVFOTlZrqbkjRodXSkWFy7h1+/vJX7l9Wx60AzJYV5XDtzFO+aN5bLpldbpyX1ieFdFjK8kyRJkiRJXbW1d/Dcut3cu3QLDyyvo6GpjYrSQt46ZzRvmzOWCyZXkJfriA5JOtU6b6z49dJt3L9sG3X7myjKz+WamSN5+9ljuWrGSIYUOkJa0okxvMtChneSJEmSJKk3zW3tPLFyJ/cu3crDK7bT1NpB1dBCrp81mrfOGcOFkyvId6SHJJ00qVSKV7bu576Xt/LrpdvYsvcQhXm5XDGjmrefPYZrZ46itCg/092UNIAY3mUhwztJkiRJknQsDja38fjKndy/bBuPvraDQ63tVJQWcv2sUbxl9hgWTK10yjZJ6oNUKsWyLft4YHkdDyzbxob6RvJzc7h0ehVvP3ssb5o1imHFBZnupqQByvAuCxneSZIkSZKk43WopZ0nVu3g/mV1PLJiOwdb2hleUsCbzhrFW+aM4ZKpVRTmG+RJUm/aO1Is3rCbB1+p47fL69i6r4m83BwunlrJ2+aM4fpZoxlRWpjpbkoaBAzvspDhnSRJkiRJOhFNre08uWonDyyv4+FXt9PQ3EZZcT7XnTWKN88azWXTq30mkyQBLW0dPLt2F799pY7fvbKd+oMtFOXncvkZ1bx51miumTmS4SUGdpJOr0yGd04CLEmSJEmSdAoUF+TxplmjedOs0TS3tfP06l3cv6yOh16t4xcvbaG4IJdLp1XzprNGcc3MkVQOLcp0lyXptElGKu/kweXbeOS1HTQ0tVFamMfVM5MbHK6cUe0z7CQNWlY/SZIkSZKkU6woP49rZo7impmjaGmbw/Prd/PQq3U89Op2Hl6xnZwcmF8zguvOGsV1Z41mclVpprssSSfdjoYmHl2xg4dX7ODpNTtpau1gREkBb5k9mjfPHs3FU6soLnBEsiQ5bWYvnDZTkiRJkiSdaqlUile27ud3r27noVe3s2LbfgCmjRzKm84axXVnjWLu+OHk5uZkuKeSdPxSqRQrtjXw8IrtPLJiO0s37wNg3PAhXDtzJNfPHs0FkyrIz/NZoJKyj8+8y0KGd5IkSZIk6XTbtLuRh1ckQd6i9btp70hRXVbE1TNGctWZ1VwyrYqy4oJMd1OSetXc1s7CtfU8smIHj6zYztZ9TeTkwDkThnPtzGSa4BmjysjJ8aYESdnN8C4LGd5JkiRJkqRM2tvYwmMrd/Dwqzt4ctVOGprbyM/N4fxJFVx1ZjVXzRjJtJFDvQAuKeO272/iiVU7eWTFdp5avYvGlnaGFORx2fQqrp05iqvOHEl1mc/1lNS/GN5lIcM7SZIkSZKULVrbO3ipdg+PrdzJ4yt38FpdAwDjRwzhqvSovAVTqhhS6LOiJJ16LW0dLK7dzROrdvLEyp2Ha9KY8mKumTmSa2aOYsGUSp9fJ6lfM7zLQoZ3kiRJkiQpW23Ze4jHV+7gsdd28syaXRxqbacwP5cFUyq5ckY1l02vYmq1o/IknTybdjfyeDqsW7h2Fwdb2inIS0YDX3FGNVfMqHY6TEkDiuFdFjK8kyRJkiRJ/UFzWzvPr9/NY6/t5LGVO1i/6yAAo4cVc+n0Ki6bXsUl06qoGuqUdZKOXWNLG4vW7+aJlTt5ctVO1qVry4SKIVx5xkiuOKOaBVMrKS3Kz3BPJenUMLzLQoZ3kiRJkiSpP9q0u5GnVu/i6TU7eWZNPfsOtQIwc8wwLptexaXTqrhgcoXT2Ul6g5a2DpZu3ssza3bx7Jp6lmzaQ2t7iuKCXC6aUskVZ1Rz5YyRTKoscXSdpEHB8C4LGd5JkiRJkqT+rr0jxfIt+3h6zS6eWr2TF2uTi/GF+bnMrxnBpdOruHhqFbPHDiM/LzfT3ZV0GnV0pHh1236eXbuLZ9bU88KG3TS2tJOTA3PGlbNgaiWXTDXslzR4Gd5lIcM7SZIkSZI00DS2tPH8+t08vXoXT6/ZxWt1DQCUFuYxf1IFF02p5KIpFcweV06BYZ40oKRSKdbuPMhz6+p5du0uFq6tZ09jMjJ3anUpl0xLwvwFUyopLynIcG8lKfMM77KQ4Z0kSZIkSRrodjQ08fz63Ty3rp5F63azescBAEoOh3kVXDi5krPHG+ZJ/U17R4oV2/bz/PrdPL9+Ny9s2E39wRYAxpQXc/HUKi6ZVsnFU6sYXV6c4d5KUvYxvMtChneSJEmSJGmw2dnQzPPrd7NofT3Pratn1fbXw7zzakZw/qQK5teMYO6E4ZQW5We4t5K6amnrYNmWvSxKh3UvbthDQ3MbAONHDOGCyRVcMKmCCyZXMLmq1OfWSdJRGN5lIcM7SZIkSZI02NUfaH59ZN763azc3kAqBXm5OcwcU8Z5E0dwbs0I5k+qYGx5sWGAdBrtPtjCko17WLJxL4trd7Nk416a2zoAmDZyKBdMruDCyRWcP6mCscOHZLi3ktT/GN5lIcM7SZIkSZKkN9p3qJUlG/fwUu0eXkyHBo0t7QCMHlbMeTUjDr9mjhlGYb5TbUonQ2t7ByvrGpL//jbuZcnGPWyobwSSMP2sMcM4Pz2q7vxJI6gcWpThHktS/2d4l4UM7yRJkiRJko6srb2D1+oaeLF2z+HXlr2HACjMz2XmmGHMHV/O2eOHM3d8OVOrh5Kb6+g86UhSqRR1+5tYumkfSzYlIfnLm/fS1JqMqqsuK+LcicOZN3EE8yYM5+zxwxlSmJfhXkvSwGN4l4UM7yRJkiRJko5f3b4mXqzdw9LNe1m6aS/Lt+zjYHp0XmlhHnPGlzN3fBI4nD2+nPEjhjjdpgatzqBu2eZ9LNuSvJZv2ceuAy0AFOTlMGtsOfPSYd25E4czbrj/zUjS6WB4l4UM7yRJkiRJkk5ce0eKdTsP8PtNe3l58z5e3ryXFdsaaGlPRhFVlBYya+wwzhozjLPSy8lVpeTnOeWmBpZUKsW2fU2HA7ruQV1uDkwfWcbsceXMGTeMOeOHM2vsMIoLHFUnSZlgeJeFDO8kSZIkSZJOjea2dlbWNbB08z5e3rSXV7ftZ/X2A4cDvaL8XGaMLuOsMcOYmQ71zhxdRllxQYZ7Lh2bg81trNzewMq6Bl7btp8Vdcn7fYdageQ5ddNHDk0HdeXMHlfOWWOGOf2lJGURw7ssZHgnSZIkSZJ0+rS2d7B25wFe3bqfFdv28+q2/by6dT97GlsPbzOxooQzRg1l2sgypo8cyhmjypg6spSSwvwM9lyDWWt7Bxt3N7KqroEV6aBu5fYGausbD29TWpjHjNFlnDlmGDNHlzFrXDkzRxvUSVK2y2R4d9rPbGKMQ4A3AecD89OvyvTXI0IIe09w/zXAXwNvBkYB9cBjwFdDCMtPZN+SJEmSJEk6NQrycjlz9DDOHD3s8GepVIrt+5t5dds+Vmxr4NVt+1mz/QBPrNpJa/vrN6SPHzHkcJg3beRQpo8qY2p1qSP1dNI0NLWybudB1u48wJodB1i78wBrdx6ktv7g4X+LuTkwqaqU2WPLec+54zlzdBkzxwxj3PAh5Ob6jDpJ0rHLxG1JM4BfnoodxxjPBx4GhgH7gGVADfAh4D0xxhtDCPefimNLkiRJkiTp5MrJyWF0eTGjy4u5+sxRhz9vbe+gtr6RNTsaWLX9AKt3HGD19gaeWVN/eOpNgKqhhUyqLGVSVSmTq0qpqSw5vD60yNF6eqOm1nY27W6ktr6R2t2N1NYnYd3aHQep2990eLv83BxqKkuYWj2U684axdTqocwYVcb0UUN9Pp0k6aTIxFlKK/A88AKwGNgOnHCgFmMsAX5BEtz9CPhsCKExxlgA/APwF8CdMcbpIYTtJ3o8SZIkSZIkZUZBXi7TRg5l2sihvHn265+3pacwXJ0eGVW7q5H19Qd5ctVO7n5x8xv2UV1WxOTKJNCbUFHC+BFDGDd8CONGDGH0sGLy83JP80+lUy2VSrGnsZWN6WBuY31j8n53IxvrG98Q0AGUFeUzZeRQLp5WybSRQ5lanbxqKkso8N+HJOkUOu3hXQjhFeDCzvUY46STtOtbgPHAeuCWEEJz+nitMcavAJcCFwNfAr58ko4pSZIkSZKkLJGfl8uU6qFMqR76B98dbG5jQ/1BausbWb/rIBt2HWRD/UEeX7WTnQ3Nb9g2LzeH0cOKGTdiCONHDGF8OtQbO3wIo4YVM6qsmGFD8snJcSrEbNLY0sbWvU1s3XuIbfsOsWVvE9v2HmLrvkNs29vE1n2HaGrteEObkWVF1FSWcMm0KmoqS5hYUcLEyhJqKkqoKC30/2NJUkYMpPkB3p9efq8zuOsUQkjFGG8lCe/ej+GdJEmSJEnSoFJalM+sseXMGlv+B981tbazZe8htuw5xJa9h9i8p/Hw+4Vr69m+v4mO1BvbFOXnMmpYMSPLipLlsGQ5algRI8uKqRxaSEVJIcNLCinMd5RWX3V0pNjT2MLOA83sbOj26vLZjoZm9h1qfUPbnJwknBs7fAgzxwzjmpkjGVM+hAkV6ZCuooQhhU5zKUnKPgMivIsx5gHnp1ef7GWzJ9LLiTHGcSGELae+Z5IkSZIkScp2xQV5h6dE7Elrewd1+5rYsvcQOxqa2bG/iR0NzWzf38T2/U2sqNvPE6uaOdDc1mP7sqJ8KoYWMqKkkIrSZFmZXi8fUkBZcX6XV8HhZWlh3oAY+ZVKpTjU2s7B5nYONrdxoLmNfYda2dvYyt5DLcmysYU9jcln+w69/n5PYwvt3ZNToLggl5FlxVSXFTG1eigXTalkzPBixpYnIyTHpJ+V6PSWkqT+aECEd8AkoDD9fk0v22wied5eATADMLyTJEmSJEnSURXk5TKhInk23pEcaG47HOztPtjyhteexmS5fX8Tr23bT/3BFprbOo64v9wcGFqUBHlDi/IpLsiluCAv/UreD0mvFxXkUpyfvC/IyyEv9/VXfm4OuTk55OflkJebe3gdkmAtBXSkUnSk0uup19c7UinaO1K0tHXQ3NaeXnYcXr7+vp3mtg4ONrcdDug6w7qDLW1/MHKxu+KC3MNh5oiSQqaPHMrwkkIqSguoHlpEdTqo63wNlGBTkqSeDJTwrqLL+909bRBC6Igx7gWqgRE9bRNj/AzwGYDGxsaT3UdJkiRJkiQNYEOL8hnayzP3ukulUjS2tLO/qZWGpjYamlrZ39TGgaa2w+sNTUkItr+plQNNbTS1ddDU2s7exhaaWjs41NpOU+crHaKdDjk5UJiXS1F+LoX5eRTld77PZWhRPuUlhYwbMYTSwnxKi/IZWpQsS4vyDn9WPqSAEaUFDB9SyPCSAooLnL5SkqROAyW8K+7y/ImN8AAAEn5JREFUvuUI2zWll0N6+jKEcBtwG8B99913lPuBJEmSJEmSpL7JyclJB1r5jPnDx/D1SecIubaODto7UrR1pOhIL9vTr7bDyw5yyCEnB3JzcsjNSfrUdb1zdF5+Xg5F+XkU5udSmJdLQV6Oo94kSTqFjjm8izH+A/DXfThGbQhhUh/aHY+mLu8Lu6131RnyHTq13ZEkSZIkSZJOr7zcHIYU5gGOYpMkqT87npF3B4H6Phyjx2ksT7I9Xd5X0sPz7GKMucDwHraXJEmSJEmSJEmSssIxh3chhK8CXz2FfTkR60mmyywEptFDeAdMAArS71eepn5JkiRJkiRJkiRJxyw30x04GUII7cAL6dXLe9nsivRyUwihp3BPkiRJkiRJkiRJyqgBEd6l3Z1efiLGWNT1ixhjDvDZ9Opdp7VXkiRJkiRJkiRJ0jHqV+FdjPHrMcYNMcY7e/j6NmArMBm4PcZYkm5TAPwTcDFwAPj66eqvJEmSJEmSJEmSdDyO+Zl3J1OM8SVgYnq1a4C4NsaYSr9/JoRwQ7emVUANsKH7PkMIjTHGG4GHgI8A74gxrklvX0XyTLwPhRDqTtoPIkmSJEmSJEmSJJ1EmRp5VwFUpl8jevm8/Hh3GkJYBJwN/AfQAMwB2oA7gfkhhPtOrNuSJEmSJEmSJEnSqZOTSqWOvtUgNH/+/NTixYsz3Q1JkiRJkiRJkiSdZjk5OS+mUqn5mTh2v3rmnSRJkiRJkiRJkjSQGd5JkiRJkiRJkiRJWcJpM3uRk5OzE6jNdD/6i9LS0qqDBw/uynQ/JOl0sOZJGkyseZIGE2uepMHEmidpMOljzatJpVLVp6RDR2F4p5Mixrg4hJCRuV8l6XSz5kkaTKx5kgYTa56kwcSaJ2kw6W81z2kzJUmSJEmSJEmSpCxheCdJkiRJkiRJkiRlCcM7nSy3ZboDknQaWfMkDSbWPEmDiTVP0mBizZM0mPSrmucz7yRJkiRJkiRJkqQs4cg7SZIkSZIkSZIkKUsY3kmSJEmSJEmSJElZwvBOkiRJkiRJkiRJyhL5me6A+q8Y42XAl4AFwDBgM/Ar4B9DCLsz2TdJg1OM8e+AcJTNPh9C+Lce2uYDXwBuBs4A2oHlwG0hhO8f5bg1wF8DbwZGAfXAY8BXQwjLj9L2ncAXgXOBIcB64C7gayGEQ0f5WSQNYDHG0cC1wPnAfGAeSZ1YGkI45yht+1VNizGWAF8G3g9MBg4BLwHfDCHcd6RjShoY+lrzYowbgJqj7H5ICKGpl/bWPEmnXYwxh+R62juBS4GZJNfW9gJLgO8DPwkhpHpp3+c6EmOcA/wlcCVQCWwHHgT+IYSw8ShtPw58GpgN5AGrgB8A3wohtB+hXSXwV8ANwHhgP7AQ+N8hhKePdExJ/d+J1LwYY491sIvtIYTRRzh2v615jrxTn8QYPw88TvIfXCvwCjAW+HNgafoPIEnKlB3AM728tnXfOMZYBDwE/AswF1iX3u5i4I4Y4w/SJxp/IMZ4PvAyyS/zYcAyoAD4ELA4xvjW3joZY/wqyU0P15L8Il8JTAf+DlgUYxx+nD+3pIHlg8APgT8hqUdDjqVRf6tpMcYK4Pn0dtPT7fan93NvjPHvj+XnltTv9anmdbGc3s//OnpqYM2TlEFXk9Sn/w5cQnIBeynJtdrrgB8B96XP697gROpI+qaDxcBNJPVuGVBOUgdfjjGe20u7nBjjj4H/JKnR20jOMc8hOef8bYyxsJe2k0lq7Z8DY0iuIbaSXFN8Isb46d76K2nA6HPN62IxPZ/nLeqtQX+veYZ3Om4xxnnAt0j+/XwRGB9COI8kRX4kvfxZ5nooSTwQQri0l9evetj+qyR34GwE5oYQzg4hnAlcAewDPgp8rnuj9N2OvyC52PMjYGwIYT7JzQxfA4qAO2OMo3po+07gK0AL8N4QwuQQwjxgKskv+TnArSf2P4Okfm4/8DDwT8B7Se7cOxb9rabdDswi+eNtaghhXghhMvA+kj9y/ibG+JZj/Nkl9V99rXmdvniE87+W7htb8yRlWA7JaN0/BUaFEKaGEOaHECpJZk5oBt4G/M8e2vapjsQYxwA/AQqB/8XrdW8M8GOSC9r3xBiLezjmF0lubNgLXBFCODOEcDZwNrAJuAb4g9AwfcPYf5HU1oeBCV2uIf4JybXF76ZHxkgauE6k5nV6Xy/neTf0tPFAqHmGd+qL/0EyTPQnIYRvdw5nTU+V+UGgAbgwxvi2DPZRko5JjLEa+OP06i1dp0cKITwJ/EV69W9jjHndmt9C8gt4fbptY7pdK8kFnWeBMpIphrv7u/Ty6yGEn3c55ibgAyR3iL8/xji77z+dpP4shPC9EMJ1IYS/TNeJPxg53F1/q2kxxrnAu9PffzC9fWfbu4Gvp1eP9EecpAGgLzXvBFnzJGXS88CMEMI3Qwg7un4RQvghr9eBW2KMh6/fnmAd+TJQCjwTQvhKut6Rrn+fIqmHE9PvD0tPx/436dW/SJ9Tdh5zOUk9BfiT9FRxXb0DOI/kWuEHOx+zE0JIhRC+BfyU5Brj3/bQX0kDR59q3gnq9zXP8E7HJcY4FOi8e+e73b8PIewC7k6vfuB09UuSTsANJHfhrA0hPNTD9z8AGoHRJKNWunp/evm9EEJz1y/SNzbc2m07AGKM00ie4wLwB8/fCyG8BjzRU1tJOor+VtPel14+lt6uu879zY8xTunhe0nqK2uepIwJIezvvJDciwfSywqgusvnJ1JH3tdtm679aQbuSK92v553ZboPB0mmN+7e9nck08kVk5yLdtVZB+8KIdQfob9vizGW9vC9pAHgBGreiej3Nc/wTsdrHsk/zBZ6n0+28w+VBaelR5L0h+bGGH8SY3w0xvirGOPfxxhn9bJtZ616sqcvQwhNJHcIdd2W9IiV84/Ultfr4cQY47gejrm+652SvbS1lko6Hv2tph2tvxuBDb20laSuPhdj/HWM8ZEY449jjJ+LMZb1tKE1T1I/0PW5n4e6vO9THYkxTiAZbdxrW16vXed3m6Ghcz/Pp88le/Jkt22Pqb/AcyTXGIeQPEtK0uDUW83r6n/EGB+IMT4UY7wjxnhzb8/IGyg1z/BOx+uM9LL2CGn52vRySoyx4DT0SZK6O4fkYbRXkTwQ9m+AZTHGf+lhmrjOurbmCPvrrGszunw2iWR0y5HabiJ55kD3tn09piQdTX+radZDSSfLB0ielXI1yTNKvgusizFe18O2k7DmScpuN6WXS0MI+7t83tc60tmuhaS+HaldMVBzoseMMRaS1Nte24bkmaSd/bHuSYNXbzWvq08CbwauBT4GfB94LcZ4bg/bDoiaZ3in41WRXu4+wjad3+WSPPxbkk6XrSTzRl9IMsS9mORhsv9G8nDcPwO+2q3N8dS1ET2067VtCKGD5OG2vbU93mNK0tH0t5pmPZR0oh4HbgZmkjzXZATJ80aWAFXAvT1c1LHmScpaMcbzgM+lV/+p29cneq63Jz018JHa9db2eI9ZzuvXnq17knp0lJoH8CvgvcB0khFr1SRh3zqSsOx36ZF2XQ2Impd/tA2kborTy5YjbNN1OOmQXreSpJMshHBbDx8vAz4fY1wP/C/gv8UYvxNC2JD+/njqWteaVtzlfV/bHm87STqa/lbTrIeSTkgI4ePdPmoEfh1jfAR4GjgX+BrJXdqdrHmSslKMcRTwC5JrtveEEO7stsmJnuv15XpeJs4vJQ0Cx1DzCCG8q9tHTcCdMcaHgReBiUAAbumyzYCoeY680/Hq/MdVeIRtuv5D7W2OWkk63f6ZZGRePslUmp2Op651rWldf8n3te3xtpOko+lvNc16KOmUCCEcAv46vXpVjLHr3c3WPElZJ8ZYDjxAciH6ReDjPWx2oud6fbmel4nzS0kD3DHWvF6FEHbx+uxa744x5nT5ekDUPMM7Ha896WXlEbbpHFraAfQ2R60knVYhhHZgUXp1epevjqeu7enyWdf3PbaNMeYCw4/Q9niPKUlH099qmvVQ0qn0bHqZC0zp8rk1T1JWiTEOBR4E5gGvANf38tynEz3XG9HtAndP7Xpre7zH3EdybbAvbSUNYMdR846m81yvgp5rWL+ueYZ3Ol4r08uJMcaCXraZml6uCyG09rKNJGVC57D1rtNGd9a1aUdo11nXVnb5bH2X/fXWdgLQWSu7tu3rMSXpaPpbTbMeSjqVuk5Z1PX8z5onKWvEGEuA3wAXAauAa0MI9b1s3tc60vm+kGSUy5HaNQG1J3rMEEILsOFIbWOMhST1tnt/JQ1Qx1nzjqa3c70BUfMM73S8lgDNJP/wL+plmyvSy4WnpUeSdOxmp5ebu3zWWasu66lBjLEYuKDbtp0j+V5Ir17ey/E66+GmEMKWHo45qYeH6nZvay2VdDz6W03rXO/xmDHGiSQPIQd4rpd9S1JvZnd5f/j8z5onKVukz83uJakLG4BrQgh1R2jSpzoSQtgEdNayo9W9F9J1svsxz0/3tyeXd9v2mPpLcm2xkOTi+e972UbSANGHmnc0ned6TcDhAHCg1DzDOx2XEMIBkiGtAJ/r/n2MsQp4b3r1rtPVL0k6mhjj24BZ6dXfdfnqXpI7dabGGK/roenNQAmwHXiy23d3p5efiDEWdTteDvDZ9Oob6mEIYQ2wNL3aUy09k9dPIv6rlx9JknrS32pa5zGvTG/XXef+XgwhrO3he0k6kv+eXr7aLYADa56kDEvPaPVz4BqSGwyuDiFsPnKrE6ojnW0/2+1z0nXw4+nV7tfzngB2AqXAR3to+yaSqYmbSc5Fezrm+2KMPU0j19nf34QQDvbwvaQBoo8170j7ywf+v/TqoyGEtm6b9PuaZ3invvifJPO3fijG+IXOeWNjjBXAnUAZyV2Mv8lcFyUNNjHGWTHGW2OMc7t9nhtjvAn4SfqjX4cQOu+0JoSwA/hOevX2GOPsLm0vB76WXv37Hk4EbgO2ApPTbUvS7QqAfwIuBg4AX++hyyG9/FKM8T1djjkB+BnJ7+i7QwjLjul/AEmi/9W0EMLvgV+mv7+z6yiWGON7gS+lV//uqD+8pEEnxvilGOMXu18ciTFWxhhv5fUbS/+2h+bWPEkZE2PMI/kb9a1AHclF7PVHa3eCdeRrQCNwSYzxnzofh5Ouf7eT1MNNwH90O2Yr8I+d+0ifU3Yec3a6LcC3Qgi7uh3zVySzeJWl+1uRbpcTY/wicBPQDvz90X52Sf1XX2teulZ9LMZY1u3zCSRB2UVAG0le0V2/r3k5qVTqWLaT3iDG+AXgm0AOyR88dcBMYEh6/dJj+Q9Qkk6WGOM5JL8gAXaTzFfdRjLP9Ij0508B7wwh7O3Wthj4Lcmw9g6Sh+UWAjPSm/wE+EgI4Q9+acYYLwQeIvnFvA9YA9QAVSSjX94bQrivlz5/DfhyenV9uv0skuervAJcFkLwod3SIJX+g2RJl4+KgKEkJ/td69jXQghf69KuX9W09EX3p0jOJVvT2w7n9SmfvhpC+Kuejilp4OhLzYsx/ivwp0CKZOqlnSR/k84kee5JB/CXXWtkt2Na8yRlRLcbTDfw+vRuPfliCOFwfTyROhJjfBfJKJMCYBfJ383TgWHAfpIp7Bb30C433d8PpD9aSVInZ5EEiY8Dbw4hNPfQdmq6v2NILqS/BowGxpLU7z8KIfzbEX5+Sf1cX2tejPGXwA0k54PrSK73lZP8bZtDMv3kLSGEH/dy3H5d8xx5pz4JIXwbuBK4j+SPqtnANuBfgbMN7iRlwAbgb0hG/e4lCe3OIfnl+gDJUPerugd3ACGEJuBakuH2L5M8eHYsyVzVnwwhfLini9zptouAs0nu1GkA5pCEhncC83u74JNu+xfAu4FHSQLGM4G1JHcMXWBwJw16eUBll9fQXj4v6dqov9W09MPJz09vtzbdbnh6Pzd4EVsaNPpS8+4EvgEsIvm7dC5JzVsH/DtwXm/BHVjzJGVU1+l6JwGXHOFV3rXhidSREMIvgfkko4TbSOrefpKRJGf3dBE73a6DZMTIp0iepTeWZNq4l4E/B67r6SJ2uu1aklr7ryQ3/88iubHsPuAKgztpUOhrzfsucCvJ8+HKgHOB8SQ3LfwrMLu34A76f81z5J0kSZIkSZIkSZKUJRx5J0mSJEmSJEmSJGUJwztJkiRJkiRJkiQpSxjeSZIkSZIkSZIkSVnC8E6SJEmSJEmSJEnKEoZ3kiRJkiRJkiRJUpYwvJMkSZIkSZIkSZKyhOGdJEmSJEmSJEmSlCUM7yRJkiRJkiRJkqQsYXgnSZIkSZIkSZIkZQnDO0mSJEmSJEmSJClL/D+eCTtlnjDvLwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd9400def0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(signal[:sample_rate])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Splitting the Signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def encode_16bits(x) : \n",
    "    return np.clip(x * 2**15, -2**15, 2**15 - 1).astype(np.int16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_signal(x) :\n",
    "    encoded = encode_16bits(x)\n",
    "    unsigned = encoded + 2**15\n",
    "    coarse = unsigned // 256\n",
    "    fine = unsigned % 256\n",
    "    return coarse, fine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "c, f = split_signal(signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd87fe0390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(c[30000:32000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd87fa7eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(f[30000:32000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(255, 0, 255, 0)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.max(), c.min(), f.max(), f.min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reconstructing the Signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_signal(coarse, fine) :\n",
    "    signal = coarse * 256 + fine \n",
    "    signal -= 2**15\n",
    "    return signal.astype(np.int16) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed = combine_signal(c, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd87f07cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(reconstructed[:sample_rate])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "before_signal = sine_wave(freq=500, length=sample_rate * 5)\n",
    "c, f = split_signal(before_signal)\n",
    "before_signal = encode_16bits(before_signal)\n",
    "reconstructed = combine_signal(c, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "wavfile.write('model_outputs/nb1/combine_test_before.wav', sample_rate, before_signal)\n",
    "wavfile.write('model_outputs/nb1/combine_test_after.wav', sample_rate, reconstructed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trainable Parameters: 3.050 million\n"
     ]
    }
   ],
   "source": [
    "model = WaveRNN().cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check Tensor Shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "hidden = model.init_hidden()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.rand(1, 2).cuda()\n",
    "current_course = torch.rand(1, 1).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "c, f, hidden = model(x, hidden, current_course)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([1, 256]), torch.Size([1, 256]), torch.Size([1, 896]))"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.size(), f.size(), hidden.size()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = sine_wave(freq=500, length=sample_rate * 30)\n",
    "coarse_classes, fine_classes = split_signal(x)\n",
    "coarse_classes = np.reshape(coarse_classes, (1, -1))\n",
    "fine_classes = np.reshape(fine_classes, (1, -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, optimizer, num_steps, seq_len=960) :\n",
    "    \n",
    "    start = time.time()\n",
    "    running_loss = 0\n",
    "    \n",
    "    for step in range(num_steps) :\n",
    "        \n",
    "        loss = 0\n",
    "        hidden = model.init_hidden()\n",
    "        optimizer.zero_grad()\n",
    "        rand_idx = np.random.randint(0, coarse_classes.shape[1] - seq_len - 1)\n",
    "        \n",
    "        for i in range(seq_len) :\n",
    "            \n",
    "            j = rand_idx + i\n",
    "            \n",
    "            x_coarse = coarse_classes[:, j:j + 1]\n",
    "            x_fine = fine_classes[:, j:j + 1]\n",
    "            x_input = np.concatenate([x_coarse, x_fine], axis=1)\n",
    "            x_input = x_input / 127.5 - 1.\n",
    "            x_input = torch.FloatTensor(x_input).cuda()\n",
    "            \n",
    "            y_coarse = coarse_classes[:, j + 1]\n",
    "            y_fine = fine_classes[:, j + 1]\n",
    "            y_coarse = torch.LongTensor(y_coarse).cuda()\n",
    "            y_fine = torch.LongTensor(y_fine).cuda()\n",
    "            \n",
    "            current_coarse = y_coarse.float() / 127.5 - 1.\n",
    "            current_coarse = current_coarse.unsqueeze(-1)\n",
    "            \n",
    "            out_coarse, out_fine, hidden = model(x_input, hidden, current_coarse)\n",
    "            \n",
    "            loss_coarse = F.cross_entropy(out_coarse, y_coarse)\n",
    "            loss_fine = F.cross_entropy(out_fine, y_fine)\n",
    "            loss += (loss_coarse + loss_fine)\n",
    "        \n",
    "        running_loss += (loss.item() / seq_len)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        speed = (step + 1) / (time.time() - start)\n",
    "        \n",
    "        stream('Step: %i/%i --- Loss: %.1f --- Speed: %.1f batches/second ', \n",
    "              (step + 1, num_steps, running_loss / (step + 1), speed))    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = optim.Adam(model.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Step: 300/300 --- Loss: 0.6 --- Speed: 0.9 batches/second "
     ]
    }
   ],
   "source": [
    "train(model, optimizer, num_steps=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gen: 10000/10000 -- Speed: 1163"
     ]
    }
   ],
   "source": [
    "output, c, f = model.generate(10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd87eee048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(output[:300])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd87eab908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(c[:300])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd86ee56a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(f[:300])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And compare the fine output to the ground truth..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdd87e6c080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(fine_classes[0, :300])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "wavfile.write('outputs/nb1/model_output.wav', sample_rate, output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
